Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

13 August 2016

Lei Zhang

Papers citing "Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising"

50 / 1,687 papers shown

Title
Regularization by Denoising: Clarifications and New Interpretations E. T. Reehorst Philip Schniter 54 214 0 06 Jun 2018
Training deep learning based image denoisers from undersampled measurements without ground truth and without image prior Magauiya Zhussip Shakarim Soltanayev S. Chun 11 57 0 04 Jun 2018
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network Qiangqiang Yuan Qiang Zhang Jie Li Huanfeng Shen Liangpei Zhang 29 370 0 01 Jun 2018
Light Field Denoising via Anisotropic Parallax Analysis in a CNN Framework Jie Chen Junhui Hou Lap-Pui Chau 4 47 0 31 May 2018
BlockCNN: A Deep Network for Artifact Removal and Image Compression Danial Maleki Soheila Nadalian Mohammad Mahdi Derakhshani M. Sadeghi 19 28 0 28 May 2018
DPW-SDNet: Dual Pixel-Wavelet Domain Deep CNNs for Soft Decoding of JPEG-Compressed Images Honggang Chen Xiaohai He L. Qing Shuhua Xiong Truong Thao Nguyen 26 47 0 27 May 2018
Unsupervised Learning with Stein's Unbiased Risk Estimator Christopher A. Metzler Ali Mousavi Reinhard Heckel Richard G. Baraniuk OOD 15 103 0 26 May 2018
Rate-Optimal Denoising with Deep Neural Networks Reinhard Heckel Wen Huang Paul Hand V. Voroninski 15 23 0 22 May 2018
Variational based Mixed Noise Removal with CNN Deep Learning Regularization Faqiang Wang Haiyang Huang Jun Liu 9 35 0 21 May 2018
Dynamically Unfolding Recurrent Restorer: A Moving Endpoint Control Method for Image Restoration Xiaoshuai Zhang Yiping Lu Jiaying Liu Bin Dong 16 51 0 20 May 2018
Multi-level Wavelet-CNN for Image Restoration Pengju Liu Hongzhi Zhang K. Zhang Liang Lin W. Zuo SupR 20 641 0 18 May 2018
Lightweight Pyramid Networks for Image Deraining Xueyang Fu Borong Liang Yue Huang Xinghao Ding John Paisley 11 322 0 16 May 2018
k-Space Deep Learning for Accelerated MRI Yoseob Han Leonard Sunwoo J. C. Ye 16 188 0 10 May 2018
New Techniques for Preserving Global Structure and Denoising with Low Information Loss in Single-Image Super-Resolution Yijie Bei Alexandru Damian Shijia Hu Sachit Menon Nikhila Ravi Cynthia Rudin SupR 23 21 0 09 May 2018
Moiré Photo Restoration Using Multiresolution Convolutional Neural Networks Yujing Sun Yizhou Yu Wenping Wang 31 117 0 08 May 2018
Learning to See in the Dark Cheng Chen Qifeng Chen Jia Xu V. Koltun 175 1,165 0 04 May 2018
Perceptually Optimized Generative Adversarial Network for Single Image Dehazing Yixin Du X. Li 32 6 0 03 May 2018
Deep learning approach to Fourier ptychographic microscopy Thanh Nguyen Yujia Xue Yunzhe Li Lei Tian G. Nehmetallah 11 28 0 27 Apr 2018
Generative Model for Heterogeneous Inference Honggang Zhou Yunchun Li Hailong Yang Wei Li Jie Jia BDL 19 0 0 26 Apr 2018
Robust Video Content Alignment and Compensation for Clear Vision Through the Rain Jie Chen Cheen-Hau Tan Junhui Hou Lap-Pui Chau He Li 20 6 0 24 Apr 2018
Residual-Guide Feature Fusion Network for Single Image Deraining Zhiwen Fan Huafeng Wu Xueyang Fu Yue Huang Xinghao Ding 16 137 0 20 Apr 2018
Learning Warped Guidance for Blind Face Restoration Xiaoming Li Ming-Yu Liu Yuting Ye W. Zuo Liang Lin Ruigang Yang CVBM 3DH 9 140 0 13 Apr 2018
Simultaneous Fidelity and Regularization Learning for Image Restoration Dongwei Ren W. Zuo David C. Zhang Lei Zhang Ming-Hsuan Yang 8 75 0 12 Apr 2018
Demoiréing of Camera-Captured Screen Images Using Deep Convolutional Neural Network Bolin Liu X. Shu Xiaolin Wu 8 32 0 11 Apr 2018
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning K. Yu Chao Dong Liang Lin Chen Change Loy CLL OffRL 19 174 0 10 Apr 2018
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform Xintao Wang K. Yu Chao Dong Chen Change Loy SupR 21 967 0 09 Apr 2018
DeepASL: Kinetic Model Incorporated Loss for Denoising Arterial Spin Labeled MRI via Deep Residual Learning Cagdas Ulas Giles Tetteh S. Kaczmarz C. Preibisch Bjoern H. Menze 13 26 0 08 Apr 2018
Direct Estimation of Pharmacokinetic Parameters from DCE-MRI using Deep CNN with Forward Physical Model Loss Cagdas Ulas Giles Tetteh M. Thrippleton Paul A. Armitage S. Makin Joanna M. Wardlaw Mike E. Davies Bjoern H. Menze MedIm 11 22 0 08 Apr 2018
Fast Single Image Rain Removal via a Deep Decomposition-Composition Network Siyuan LI Wenqi Ren Jiawan Zhang Jinke Yu Xiaojie Guo 12 85 0 08 Apr 2018
Real-world Noisy Image Denoising: A New Benchmark Jun Xu Hui Li Zhetong Liang David C. Zhang Lei Zhang 19 201 0 07 Apr 2018
Adaptive Quantile Sparse Image (AQuaSI) Prior for Inverse Imaging Problems Franziska Schirrmacher Thomas Köhler Christian Riess 14 5 0 06 Apr 2018
Deep Residual Learning for Accelerated MRI using Magnitude and Phase Networks Dongwook Lee Jaejun Yoo S. Tak J. C. Ye OOD 20 296 0 02 Apr 2018
One-Two-One Networks for Compression Artifacts Reduction in Remote Sensing Baochang Zhang Jiaxin Gu Chen Chen J. Han Xiangbo Su Xianbin Cao Jianzhuang Liu 17 51 0 01 Apr 2018
Adversarial Attacks and Defences Competition Alexey Kurakin Ian Goodfellow Samy Bengio Yinpeng Dong Fangzhou Liao ... Junjiajia Long Yerkebulan Berdibekov Takuya Akiba Seiya Tokui Motoki Abe AAML SILM 9 318 0 31 Mar 2018
Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework Jie Chen Cheen-Hau Tan Junhui Hou Lap-Pui Chau He Li 43 154 0 28 Mar 2018
Multi-scale Processing of Noisy Images using Edge Preservation Losses Nati Ofir Y. Keller 14 7 0 26 Mar 2018
A Deep Error Correction Network for Compressed Sensing MRI Liyan Sun Zhiwen Fan Yue Huang Xinghao Ding John Paisley MedIm 23 12 0 23 Mar 2018
Lifting Layers: Analysis and Applications Peter Ochs Tim Meinhardt Laura Leal-Taixe Michael Möller 8 7 0 23 Mar 2018
Group Sparsity Residual with Non-Local Samples for Image Denoising Zhiyuan Zha Xinggan Zhang Qiong Wang Yechao Bai Lan Tang Xin Yuan 11 13 0 22 Mar 2018
Patch-Based Image Inpainting with Generative Adversarial Networks Ugur Demir Gözde B. Ünal GAN 11 253 0 20 Mar 2018
Deep Image Demosaicking using a Cascade of Convolutional Residual Denoising Networks Filippos Kokkinos Stamatios Lefkimmiatis SupR 13 126 0 14 Mar 2018
Multi-Frame Quality Enhancement for Compressed Video Ren Yang Mai Xu Zulin Wang Tianyi Li 11 204 0 13 Mar 2018
Correction by Projection: Denoising Images with Generative Adversarial Networks Subarna Tripathi Zachary Chase Lipton Truong Thao Nguyen 14 53 0 12 Mar 2018
Nonlocality-Reinforced Convolutional Neural Networks for Image Denoising Cristóvão Cruz A. Foi V. Katkovnik K. Egiazarian 8 100 0 06 Mar 2018
Training Deep Learning Based Denoisers without Ground Truth Data Shakarim Soltanayev S. Chun 8 122 0 04 Mar 2018
Exploiting the Potential of Standard Convolutional Autoencoders for Image Restoration by Evolutionary Search Masanori Suganuma Mete Ozay Takayuki Okatani 15 87 0 01 Mar 2018
prDeep: Robust Phase Retrieval with a Flexible Deep Network Christopher A. Metzler Philip Schniter Ashok Veeraraghavan Richard G. Baraniuk OOD 31 168 0 01 Mar 2018
Frank-Wolfe Network: An Interpretable Deep Structure for Non-Sparse Coding Dong Liu Ke Sun Zhangyang Wang Runsheng Liu Zhengjun Zha 20 12 0 28 Feb 2018
A Mathematical Framework for Deep Learning in Elastic Source Imaging J. Yoo Abdul Wahab J. C. Ye 6 8 0 27 Feb 2018
Generating High Quality Visible Images from SAR Images Using CNNs Puyang Wang Vishal M. Patel GAN 17 62 0 27 Feb 2018